Prerequisites

For this course, you will need to download R and RStudio. One way to get R is to go to CRAN (the Comprehensive R archive Network).

RStudio is the IDE (integrated development environment) we’ll be using. You can download it from http://www.rstudio.com/download.

We will also use the patchwork package to easily arrange many plots into one single figure.

What is the tidyverse?

“The tidyverse is an opinionated collection of R packages designed for data science. All packages share an underlying design philosophy, grammar, and data structures.”

These packages help you import, tidy and understand data, to finally be able to communicate your findings in an easy way.

You can install the core packages from the tidyverse by simply typing install.packages("tidyverse") in the console.

# You only need to install a package once per device
install.packages("tidyverse")

The core tidyverse packages (ggplot2, tibble, tidyr, readr, dplyr, stringr, forcats, purrr) can be loaded then with the library() function.

There are many other packages that comply with the tidyverse data structure and practices that have to be installed and loaded independently. Some of those that we’ll be using throughout the course are tidymodels and a tidy ecosystem called tidyverts, specifically designed to provide tidy tools for time series analysis, which comprises of three main packages: tsibble, feasts and fable.

```r
library(tidyverse)


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Registered S3 methods overwritten by ‘dbplyr’: method from print.tbl_lazy
print.tbl_sql
– Attaching packages ————————————— tidyverse 1.3.0 – v ggplot2 3.3.0 v purrr 0.3.4 v tibble 3.0.1 v dplyr 0.8.5 v tidyr 1.1.0 v stringr 1.4.0 v readr 1.3.1 v forcats 0.5.0 – Conflicts —————————————— tidyverse_conflicts() – x dplyr::filter() masks stats::filter() x dplyr::lag() masks stats::lag()




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```r
```r
library(lubridate)


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Attaching package: ã¤¼ã¸±lubridateã¤¼ã¸²

The following objects are masked from ã¤¼ã¸±package:dplyrã¤¼ã¸²:

intersect, setdiff, union

The following objects are masked from ã¤¼ã¸±package:baseã¤¼ã¸²:

date, intersect, setdiff, union




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```r
```r
library(tsibble)


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Attaching package: ã¤¼ã¸±tsibbleã¤¼ã¸²

The following object is masked from ã¤¼ã¸±package:lubridateã¤¼ã¸²:

interval

The following object is masked from ã¤¼ã¸±package:dplyrã¤¼ã¸²:

id




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```r
```r
library(feasts)


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Loading required package: fabletools




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```r
```r
library(fable)
library(patchwork)
library(tsibbledata)
library(nycflights13)


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![](../images/tidyverse.png)
So, how does each of these packages help us tackle our data science problems?

# Data science workflow {#workflow .tabset .tabset-fade}

We can say that a data science workflow (aimed at forecasting) comprises the following general steps:

## 1. Import data {.tabset .tabset-pills}

Data can be imported into R in many ways. The easiest way is importing files, such as .csv, .txt or MS Excel files. However, you can also import files from other statistical softwares or even connect RStudio to a database, such as SQL.

### File importing

We have available different tidyverse-friendly packages to import specific files in your device. Usually, the object which the data gets imported to is a [`tibble`](https://tibble.tidyverse.org/).

![](../images/tibble.png){width=15%}

`Tibbles` are the new `data.frame`, that have many advantages over their predecessor, such as a convenient `print()` method that doesn't fill up your console, they don't change variable types or names, among other things. You can learn more about tibbles [here](https://r4ds.had.co.nz/tibbles.html).

![](../images/readr.png){width=15%}

  * The [`readr`](https://readr.tidyverse.org/) package has many functions, like `read_csv()` or `read_delim()`, which allow us to import .csv, .txt, tab separated values, etc. It has functions to export data as well (`write_csv()`, for example).

![](../images/readxl.png){width=15%}
    
  * If your data is stored in Excel files (.xls or .xlsx), you can use the functions from [`readxl`](https://readxl.tidyverse.org/).

![](../images/haven.png){width=15%}    
  * The [`haven`](https://haven.tidyverse.org/) package lets you load data from other statistical packages, such as SPSS, Stata and SAS.
  
### Database connection

As said before, you can also connect your RStudio directly to a database. It's straightforward to do so directly in RStudio's IDE, just follow these simple steps:

1. Go to the "**Connections**" tab and click on **"New Connection"**.

![*Connections tab*](../images/connections.PNG){width=90%}

2. A pop-up window will appear, prompting you to select your desired source.

![*Select the Data Source*](../images/connections popup.PNG){width=60%}

3. Follow the directions on screen and you're good to go. You can always click the "Help" button for assistance. If everything went ok, you should be able to see all the tables contained in that DB.

![*Connecting to an SQL DB*](../images/connection sql.PNG){width=70%}

<br>

## 2. Tidy data {#tidy}

All the `tidyverse` packages rely on having tidy data to work with. But, how can we know if our data is truly tidy? As pointed [here](https://tidyr.tidyverse.org/articles/tidy-data.html), we need to know what **values, variables and observations** are and have them arranged the right way.
  
  * **Values** can be quantitative or qualitative.
    
  * A **variable** is a collection of *values* that measure the same attribute (sales, price, temperature, time).
    
  * An **observation** contains all the values measured from all variables in a single unit (a country, a day, a person, a company).
    
So, now, to consider our data as **tidy** [@Wickham2014], we must ensure that:
    
  i) Every column is one variable (and only one).
    
  ii) Every row is just one observation.
    
  iii) Every cell is a single value.

![](../images/tidyr.png){width=15%}

The [`tidyr`](https://tidyr.tidyverse.org/) package can help us achieve this by:

*   **reshaping** data by pivotting (`pivot_longer()` or `pivot_wider()`),

*   **rectangling**, which can handle nested data (such as JSON files) into tidy tibbles (`unnest_longer()` or `unnest_wider()`), 

*   **filling missing values**, by replacing them (`replace_na()`), dropping such observations (`drop_na()`), or filling with the previous or next values (`fill()`),

* **splitting and combining character columns** (`separate()` and `unite()`), among many other things.

![](../images/tsibble.PNG){width=15%}

The [`tsibble`](https://tsibble.tidyverts.org/) package is the foundation for the `tidyverts`. It provides a data infrastructure (a `tsibble`), which is data- and model-oriented object, where you have:

* An **index**, which is the temporal variable that sets the ordering mechanism.

* A **key**, that is a set of variables that define observational units over time.

This way, every observation is uniquely identified by index and key. Also, if the time series is regularly spaced, every observational unit should be measured with a common **interval**.





## 3. Understand your data {#understand .tabset .tabset-pills}

In order to properly understand our data, we might need to **transform** it, **visualize** it, and then **model** it.


### Data transformation {#data_transformation}

![](../images/dplyr.png){width=15%}

The [`dplyr`](https://dplyr.tidyverse.org/) package contains functions specifically designed to help you transform tidy data. You can add new variables (`mutate()`), choose specific variables (`select()`), pick observations by their values (`filter()`) or by their position or index in the table (`slice()`), sort observations (`arrange`).

You can also group your data (group sales by store: `group_by(data, store)`).

![](../images/stringr.png){width=15%}

Whenever you want to manipulate character variables, the [`stringr`](https://stringr.tidyverse.org/) package is a great way to deal with the matter. Conveniently, all the `stringr` functions start with `str_`. Some of the things you can do with it are:

* **Detect matches**, get the index where the pattern is found, count occurences or locate the position of the pattern within the string (`str_detect()`, ``str_which()`, `str_count()`, `str_locate()`).

* **Subset strings**, by extracting substrings from vectors (`str_sub()`), subsetting a tibble to return only the observations that have the pattern (`str_subset()`), extract the string pattern (`str_extract()`)...

* **Manage lengths** (`str_length()`, `str_pad()`, `str_trunc()`, `str_trim()`),

* **Mutate, join and split** strings, (`str_replace()`, `str_to_lower()`, `str_c()`).

![](../images/forcats.png){width=15%}

Categorical variables, or **Factors**, as they're called in **R** can be manipulated with the [`forcats`](https://forcats.tidyverse.org/) package.

You can have either ordered factors, or unordered factors, and some functions that would help you handle them would be:

* `fct_reorder()`, using another variable to specify the new order.

* `fct_infreq()`, to order ir according to the frequency of values.

* `fct_relevel()`, to manually choose the order.

* `fct_lump()`, to collapse the least values of a factor into "other" category.


![](../images/lubridate.png){width=15%}


Handling date-time variables in R can be challenging with base R. Fortunately, the [`lubridate`](https://lubridate.tidyverse.org/) package is here for you.

For example, if you import an Excel sheet with a date variable on it, it will be parsed as character. You need to convert it to a date (or date-time) variable, in order to make calculations, plots, or anything relevant with it.

There are some very intuitive parsing functions to help you out, such as `ymd()` for dates stored with the order year month date (it can handle many formats such as "YYYY-MM-DD", "YYYY/MM/DD", "YYYY MM DD", etc.), `dmy()` for cases when the day comes first, followed by month and year ("DD-MM-YYYY"). Date-time objects can also be parsed with `ymd_hms()`, `ymd_h()`, `dmy_hm()`, `hms()` just to mention a few. 

<br>

<font size="5"> Proceed to [Visualization](#understand) </font> 


### Visualization {#visualization}

<br>

Base **R** plots and graphs are very basic (sometimes even ugly):


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```r
```r
plot(data = mpg, hwy ~ displ)


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<img 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![](../images/ggplot2.png){width=15%}

Luckily, the [`ggplot2`](https://ggplot2.tidyverse.org/) package can produce astonishing plots and figures conveniently. It relies on the "Grammar of Graphics", where you:

* provide the data,

* specify how you want to map the variables to aesthetics,

* what type of plot or graph you want to produce

* any other customization you'd like,

and `ggplot2` takes care of it.


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```r
```r
ggplot(mpg, aes(displ, hwy)) + 
  geom_point()


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<img 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/>

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So, to generally describe how a `ggplot2` plot works is as follows:

1. Start with a `ggplot()` object, where you specify the data to be used,

2. supply the aesthetic mapping (with `aes()`),

3. add on layers:
    * If you want a scatterplot, use `geom_point()`, histogram `geom_hist()`. Other common plots are `geom_line()`, `geom_bar()`, `geom_boxplot()`.
    * define color scales, such as `scale_color_brewer()` or `scale_color_distiller()`,
    * faceting specifications `facet_wrap()` or `facet_grid()`
    * coordinate systems, such as `coord_cartesian()`, `coord_flip()`

Every element is separated with a plus sign (**+**):


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```r
```r
ggplot(mpg, aes(displ, hwy, colour = class)) +
  geom_point() +
  facet_wrap(~manufacturer)


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<img 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" />

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It's important to mention that the aesthetics can be passed inside the `ggplot()` function, or within a graphic primitive. In the former, the aesthetics are the same for all the layers, whereas in the latter, the aesthetics passed to a specific layer only affect that layer.


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```r
```r
ggplot(mpg, aes(displ, hwy)) +
  geom_point(aes(color = class)) +
  geom_smooth()


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<img src="data:image/png;base64,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" />

<!-- rnb-plot-end -->

<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuXG5nZ3Bsb3QobXBnLCBhZXMoZGlzcGwsIGh3eSxjb2xvciA9IGNsYXNzKSkgK1xuICBnZW9tX3BvaW50KCkgK1xuICBnZW9tX3Ntb290aCgpXG5gYGBcbmBgYCJ9 -->

```r
```r

ggplot(mpg, aes(displ, hwy,color = class)) +
  geom_point() +
  geom_smooth()


<!-- rnb-source-end -->

<!-- rnb-plot-begin -->

<img 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" />

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We could not cover all the different variants that can be achieved with `ggplot2` here, even if we tried.

<br>

<font size="5"> Continue to [Exploratory Data Analysis](#understand) </font> 

### Exploratory Data Analysis {#EDA}

Visually inspecting your data can give you insight to their dynamics, patterns, and historic behavior. However, before going into the modelling phase of the analysis, we must perform the **exploratory data analysis (EDA)**.[@Wickham2016]

EDA involves making hypothesis regarding your data, transform and visually inspect statistical properties of it.

Some of the most important things to note on the EDA process are:

* What type of variation do each variable have?

* What is the covariation between variables?

* Are there outliers present in the data?

* What type of distribution do the variables follow?

Some examples

For categorical variables (factors), we can use a bar chart:

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```r
```r
ggplot(data = diamonds) +
  geom_bar(mapping = aes(x = cut)) +
  ggtitle(\Count of Diamonds by cut quality\)


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<img src="data:image/png;base64,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" />

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For continuous variables, a histogram can be used:


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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuZ2dwbG90KGRhdGEgPSBkaWFtb25kcykgK1xuICBnZW9tX2hpc3RvZ3JhbShtYXBwaW5nID0gYWVzKHggPSBjYXJhdCksIGJpbndpZHRoID0gMC41KSArXG4gIGdndGl0bGUoXFxIaXN0b2dyYW0gb2YgY2FyYXRzXFwpXG5gYGBcbmBgYCJ9 -->

```r
```r
ggplot(data = diamonds) +
  geom_histogram(mapping = aes(x = carat), binwidth = 0.5) +
  ggtitle(\Histogram of carats\)


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<!-- rnb-plot-begin -->

<img 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/>

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If you want to analyze the histogram of multiple variables in one single plot, you can use `geom_freqpoly()` or use facetting:


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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuZ2dwbG90KGRhdGEgPSBkaWFtb25kcyAlPiUgZmlsdGVyKGNhcmF0IDwgMyksIG1hcHBpbmcgPSBhZXMoeCA9IGNhcmF0LCBjb2xvdXIgPSBjdXQpKSArXG4gIGdlb21fZnJlcXBvbHkoYmlud2lkdGggPSAwLjEpXG5gYGBcbmBgYCJ9 -->

```r
```r
ggplot(data = diamonds %>% filter(carat < 3), mapping = aes(x = carat, colour = cut)) +
  geom_freqpoly(binwidth = 0.1)


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<!-- rnb-plot-begin -->

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" />

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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuZ2dwbG90KGRhdGEgPSBkaWFtb25kcyAlPiUgZmlsdGVyKGNhcmF0IDwgMyksIG1hcHBpbmcgPSBhZXMoeCA9IGNhcmF0LCBmaWxsID0gY3V0KSkgK1xuICBnZW9tX2hpc3RvZ3JhbShiaW53aWR0aCA9IDAuMSkgK1xuICBmYWNldF93cmFwKH4gY3V0KSArXG4gIHRoZW1lKGxlZ2VuZC5wb3NpdGlvbiA9IFxcbm9uZVxcKVxuYGBgXG5gYGAifQ== -->

```r
```r
ggplot(data = diamonds %>% filter(carat < 3), mapping = aes(x = carat, fill = cut)) +
  geom_histogram(binwidth = 0.1) +
  facet_wrap(~ cut) +
  theme(legend.position = \none\)


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<img 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Choosing the binwidth of the histogram can tell different stories or can reveal different patterns:


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```r
```r
g <- ggplot(data = diamonds %>% filter(carat < 3), mapping = aes(x = carat))
g0 <- g + geom_histogram(binwidth = 0.5) +
  ggtitle(\Binwidth = 0.5\)
g1 <- g + geom_histogram(binwidth = 0.1) +
  ggtitle(\Binwidth = 0.1\)
g2 <- g + geom_histogram(binwidth = 0.01) +
  ggtitle(\Binwidth = 0.01\)
g3 <- g0/g1/g2
g3 + plot_annotation(title = \Histograms varying the binwidth\,
                     subtitle = \Different patterns can arise when selecting different binwidths\)


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<img 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" />

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Another option is to go with boxplots:


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```r
```r
ggplot(data = mpg) +
  geom_boxplot(mapping = aes(x = reorder(class, hwy, FUN = median), y = hwy))+ labs(x = \class\, y = \hwy mpg\)


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<img 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/>

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Again, these are just some examples, but the list of  goes on and on.

![](../images/feasts.PNG){width=15%}

Regarding time series analysis, the [`feasts`](https://feasts.tidyverts.org/) package (**F**eature **E**xtraction and **S**tatistics for **T**ime **S**eries) has many functions that makes it easy for us to get further insight into our time series, We can get many graphs from it, such as:


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```r
```r
aus_production %>% gg_season(Beer)


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<img 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" />

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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuYXVzX3Byb2R1Y3Rpb24gJT4lIGZpbHRlcih5ZWFyKFF1YXJ0ZXIpID4gMTk5MSkgJT4lIGdnX2xhZyhCZWVyKVxuYGBgXG5gYGAifQ== -->

```r
```r
aus_production %>% filter(year(Quarter) > 1991) %>% gg_lag(Beer)


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<img 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CRepheV94NaXFKV7o8WDrztTIpYoTZHm1LeF1ZU7ULFyZ2FEr0q4yM889ioodYGqPtKem2eL1mnBkfIKQhbU1FEpCJOVIs3dNMXZCQZWVSFJSq8+4KZUiv5pTQkDKTGR4DuC8oYqSgiUpEwpkq2yrdonpQx1fzS72ILT2ppJocXqeEieDfN+laPjZZjsuxCCS2bE7XNDIeFQE9l2pFmbRp5PZWFWh4S55UaLsJE5XdDt6zmsVHbQc3tmBoudncvhfMRUx0aNVzk2aFccKFQRFWAjiKqAnQUURWgo4iqAB1FVAXoKKIqQEcRVQE6wkT1eIco1EKAIiIVRVQZsH9quCiiyoD9U8NFEVUG7J8aLoqoMmD/1HBRRJUB+6eGiyKqDNg/NVwUUWXA/qnhIr+oHvzwz6bkR59eickVpeaM1O4eHx9/y0jZGamoPfr0+N3rMbkeuqjuHu9UVLcieT1OSu3+t7+KyfaQRPXgg2OioYcfH7/3y6mpPfjPv9iHqFRqjz6L9AXpqD38eZwDBdRwsYmoHv7sOrXSrQ8f35/896PP/vc+uj+N2liFx/twohq1Bz/6n6m6v+eXj46OPhmG1zeOjt76kr1/X05/Z3z7vT9dpu93ICpyGJsZaWnMEdz9cEcxlUTtwQ+uR3urVNQ+uDIKK0X39/x7N4mAPnl9Y1TO2dtPXl4dhXP21pcwnfz//PLbT0j6PkR1iwS/xCDMPD/6ajeiUqhRRMZV6az2mLgvBGqqqL4/6eQZ0cuoqP94MilNSh//jPpiCtxeVA8/vkIPos2REdbx8YcY5sGmRrELUWnUHv7XVKIa7tDebTg7ohj7vWfj4dJNnv5sdFBUZNRz7UNUNOocu5U5ptrNlIJGjQyvHv2PPUwp6Fa7lar7G4h/GoOpMyIe+mYU1CQemr5HURHP9N442huD4O98ti9R6dTGBKRoGJ3a+CpyBm1p9Dd2e88uTXqhIuJvePozHmPtQFQyLLNWASjUQmCuXxozjWJ5fWNU06ggIqLnl8ejSGeB+v5E9ejTeCcwo1ALgaWCWQhFpw7IcYylLv3LOASE6e8MexQVLgq1EARV/xqKqDJg/9RwUUSVAfunhosiqgzYPzVcHMz9qdoVahveBOocUMPFgYiqbXd7Z7FzQQ0XhyEqci/NFWpb1dz5oIaLwxBV1+225s4HNVycO1H1vZw6P9BomZpIhhmkrTlvaoIh5ZiTmoJ/N+NgRUVN3vNUcBNp55rrVV2iUZNSA6j1PStcn5vaBRYVk8P4l7VleF/yZWo9dHbAWyWrOS9qQk08JTe1PYhqK/TU/OOR/t97fRWc7f/tVGBqUhK34QJwkTwVC4hEs4ate72PAedyh5fGHbRqqoEa8E19J0V5gmZOahdaVEIPtEaGDtbBmqg6rYPp+wQ11+pPk1aoSW2BkoBvUUj4UrvgoqJWF/4KRkerooIjP+Yj8GvO9MRmjdosK1IEoneJVzQJb2oXXVRCVXKP5jjEEt9gY6yU4/ZlalOb4CdzjaUjsUjtgouqFXqYXnh5KvqlHh6RqZnPtVIDM1LcdcaSCKPmKaqzI77bj++vOc+imqICHqbTVPeYiqMHFYhNzXiuhRqfIBF8JE1lpeYnqjtvPxnoVsDh2ZG26e/ciUoYZ6oJN3dgyFh0PAmoGc41UwMhOegKo0gEU/MS1eSdyGaIO5f+5Ompnp6cnPzk3vDqdycffTPwQ25R2epe77t8RDV3ghvEVL3ou6WTpSFhbmqaqBodQlTPyNa/4eU/3Bz8u7+vT8nfN5+fDk9/yg/ZRSVCH6W5RYpKjBsx6sj0vNFFar08qZBQPq7UNFEteaozKqrX/xggqjdf3CaHV3+4N7z49T12yC+qqQXrD4rVhm4eopqXexBqzvwM2xVqsqxSicqdmpeoIjzV2N+dnJwOL377zfDq97fZYUz/7gjrl1JgNL96gaK+tOGVoVgJQVirCbp2kq01JV4rCr+scz2m+n83n//9k8FbVC9+dZt4q799RNXEDuyzzIE6nAqHbTzMU4HZ001iKsaCzd3ylYHkJBapeYlqug/MNKcQMqXw9anmqTKLappD4CuvC4NuR1FNsxFCp9HUQkXFyJiK5UUCh5qfqMg81Vv/l9y3I1BU28ZUPCowWz5AVGLRD41ajKg6xsZYvJzUPEW1AruoSIf35i/33nx+bRr9Xcs2+pst3ErnLpvdSVTabFBwzbXG1EBqbDJ3O2q5REXmqX58e8g6T9VLUM4N9lS9NdutYiqJiLiOJy2JRWrpRPX6hnb3RgvwRQWukWIJ6rmGuMPVHYArpzBE1RpTfahJV75My00rTSYxtXSimpZzcotKcR9Dx+allMVVUyzr3sf0s6hiV23VyZ+g7k8sarMhqClUz0ktnagGfuO0bKIyxKe01WpL9oNJUz6BSy/CMllV3jWnzSeGi0pM6yON/iKopRPVy6vTLR5NC89pRGWNJHqxp4SlxooKCLXXlt18CIekmkUlrjDss5BYpJZOVO5A7v5gKrgQAVS+UVO+Q6xu9hBu1BQYFz2CRcXLjTL5GUttD6JCxrxc0bbGZJzVDJFf0OpIi3ozi5kLQma41AZkUZ0dHX3iElilGP2xBmdI7Zza8go1OCsBfKBzOVRqS+c6UJvdlA+JZNQSiurO2/92dbrLf3ZRie7AcK7bEp2LqObf8qIWm2oSFfibh8QitXSienn1EzKr8CxnoC5AogLz4qrj/gQfUfltrmuNqeZzHanJsV24ULCoHaSoxAyLPrp27SC8ROVx5Wfrs+rhSk0MGqIyxqOWTlTDGen+Xl59f/Vb2KICg5dBGQ06X0zgJyrnnqc1ptrzdaLWhw9B01BLKCp6m+yjdU0lialAKtRVKlGlvgvGErVeccjnLqbiW7Semx7MtoN5KnWGhdtdXgJMIarVftVCzT9VoYZwqQQ2NT9R8S1a5Ipi/db8K6Iiux2UTTXIotKvop7DDjipnkBUa8HaAjXfVFVUsdcj4FPzEpXYokUvVr+ju6rFeaqnJ6fKphpkURkmguG5XiN/b1EtDytXqHmlytSir0dIQE0TVaXDuPGBH+yiUuapXvzmj6fKphpkUWGm+ouqUAvzVHCL1usbhhB8YUrhzRd/Hd2TvKlm8N5N0zTzS5ie5g7eKIil1qyf4pCDMZdMVlsWFfBU5qmCBVE9vUb6PHlTDTvTp2mQza38pUhsY5YWFttctDuIpTYVd6CvAqk19Lv41AypIaKat2jRx90ui0qepxp9Ew3UCcSmmgBRjSYauHn5Ub/5Fpp5YkUVSY2UcBJVMzchT2qTptCpGVNDRCW2aFk0tTBPRUZ9JyfXmKhiYqpm4O0XWnqnoopKpcWjRRwaeIqnqGZnh0fNkhokKr5Fa3rE8troTwHxVPKmmiBRsW6Pmgq23yTmiRBVa0x1z4GVrenkxuNLbfxug03NmhomqhU4zVOBTTVeouKmFc22adrZ3DsTVSuvejSyLhxymCNHNSBypwabnZXaYg6eqalFdWfs+ci8+/qVL86eqpk8uUhueUo684SKSr8vWAO4rucwn6n3Xc7UGtCBLlGz5+CbmlhUd95+8vrG2EEaZx4CRcWansCU1DSWkzHMgxpTSbxNoY9StCm5U/2cCzU9rx3HVK6iopv+6GzCs/VLP90qg72chkKSxVIEouGi0meowbmU8kRcy4EXAypIE5kTNfEj4Kur1DBS04qKbvqbRIVwPRVvrtxMbSvsJRJ3IirTTZx0n9R1naaVbppOmudLJgHqk0xr1KQm13TCUzlQi009T6KCE53CaDxkEGkpzOMrqvX7glFwT6XRhn06D4j8RAWkKNnIlVpU6o5E5QKwPjO9pt7J+PH5gKAvFUM6gSaQg3fh6NeaKY/tTbM3T1XXdUf+dsxZsaehTEEDaJxZYypCZ5AT6omo38+pYw21GHMh/WMqPr1F/01WqxlVF2qBqalFdcQRJypeYyOaZooKuKK2Gf2RWiGiqgE6pnvt5Grt5+bIkOlHPtdYOCdR8e+LHnYQDbQGwjpXovLCEl+oKmoMHpKzsCPr5GetYv7AmHG1/nMioLaN/KcxoceUghynjW6qqdmwkuufl2SFWkDqeREVRQUrkp+szN4kMQ9PFT+uC6qbqsmU8bKowPhvsW3QQB2uci5YTZ+rIFnL7EUTGF9fQFGJuqurrm64aXi/gWSIRfOIVKClmQRFC/QlZ1wt/BycnVxtG03TAFXZrdYoubYstRO2gy1CCw2XSRyCqETRO7JaRepySiLdn2n+IKmoZC9FuPCTW8lluYsqNKjXqNmzmOelxu/K8ZQQ1oUS1dzh11ODE7WprtlHG2LRPLqnYkpnyW1tz6IypgZT871IT5qXGjtFKZyqux3FVHyL1jPzqG79KoWFe36Sy+EFPeGbuR06rilsQyyaRxIViE1cspgKU0nFSkHNMQu594OhhGMOoBSgRPGi4lu0yCWgZ4brDxZFRXbTLD6bRuy0oO9ooVsxs1J1NQuINxBVXc/BeAe6kaUsKqYni6ZSiqoFLKGHrbs5SuenOJOoBlCQuZqiRTU/RWsw30h9SVR0N83yfdRZHTDUQwtqrxKDrE08lSSqbkVUoG2QQ2pqCsAanxqfa6xXf272s9WgOqtKK5xNVAYe5i1anp5q2k2z8mwaISj6pq7JK+6ox1cLkk0P8euETMuOOjj/ir3JQw5A2yLDq3GY/rlDVAT5Ww3i5QBeVg5FXPZUYIvW88uX9G1/i/dRv8YvJ158Ng1r4sxn1fR/3uhcWxdGqk6tlmgM7J1hmyQrwdzIM3sqY/IcTK2eO6pEjQRJbagxilJeSM1LVH6bSSWw3TRrz6bhHFtGFfprzBH6aqqh5tiIyfKgFtgWOvbXYUYdhxrD+jNk1B7QcK4sE5A6iJfsSGsEJabiT9Fy2PYOwXbTrDybpuJdNa0gGhkCE6SpI3OqSVSEiu1BLYRbNYUdQFy5qFG4PkMGqko5l6mp6mAw1YkU+ayptuJHf3yLFonV/TzVME0pLD6bBga3rKFrJXMwGkqqpeas9wXjjEGzQJ6nCqbmlir1YtU8HcI+pefOsupYD99V8aIST9Eaj54xldM8FSgg91RQV0lCFHOqpeasWUwkh2ru+CxTOfmpraeq3R0c51WiLEMHur6KfyB9M0xUK4idURfduWjwc8G6jUW19KAW0WOLiATaelNqq6mGGIrKh74SHV1HW4w2pUA8FSzpDkXVtrz7owD+tps7+21EtfKgFh6FqMOhHVBzTIXkp44DhuRKIMJSK+DHILU9iart5CBQqR7+ZgtRrdwXjLeFQQwC83kqvFuWCaimn15r53LvPLf9HYpKZkwjQ3UQog1iEU0ZEbjwwRHrC6qlczNTi0gFAZTlXFVq+xKVYauHbXkjt6hcHtSy0RRa8DNkXFN9e/Edicr8NJT8CxwmOD2oZRuq6M+QMQClZJuIqvVqRlndgY1aHhLnldoeROVXij3GVIWaRK2IatE8O665HVPbg6gKDhtFVAXoKKIqQEcRVQE6iqgK0LEmqjNxU2J6rzwVRVQFOlZExbdoDUReRVQFTlgWFdii9fw//Tc0UT3eIQq1ENhE1eswbHx4/Y//itf9bW0KEwq1ENhEteSp5i1aZ+8jxlRbm8KEQi0EIaISnur53z8potoK+6fmJSqxRWt6No1+2/0iqgzYPzUvUYktWgPqlMLWpjChUAtBkKjEFq0iqu2wf2qeolpBEVUG7J9aEZUZhVoIDkRUD374Zy3t7jHBlZhsMWrORO3xgw+Ov2VI9sH+qR2iqAjuf/urmGxT1dzDn11/fHen1D6+gkXtEEQ1NjHilx5+fPzeL68zC/3sepR1sGpOpfbgR189fvjzOH+Qklqk2Q5HVMQSxEq3Pnx8/11mlLt/F2UcrJrTqO3HU2nU0okqEpt1f2PrJw7g0WeTUaIdFWIfI1MbHUOkplJRo93fu0VU3Dy3jscQk7Q0LqrYiAqv5hRqD35w/fH9yHA4ldXG/vC/fFZENZmHNDFyAJ5q9OmRSESNqB2pj8GmRoAU7uFiE1HRqHP0AHNM9SiywT3GqjmN2n48lUaNhnuRoSiKiFRs0/3dPT5+7xdXSLjyHRa4RIdUWH2MRu3+8XFk3JKSGlK4h4utZ9Rts1b+KNRCgCIiFVuK6tGn8U5gRqEWAhQRqdjaU+GhUAsBiohUFFFlwP6p4aKIKgP2Tw0XRVQZsH9quDiY+1O1K9Q2vAnUOaCGiwMRVdvu9s5i54IaLg5DVOSmvyvUtqq580ENF4chqq7bbc2dD2q4yCmqvk9gnvlRVMvUNqi5lpd3h9TEmxTI6qnIbR5wzQOe8rJCLXfNwbJ6UmNfTEdYtxou0oiql52SOLmH7grBPPABCivU8olqukdKKLXZdMkIG6jhItH9qdjdZ/T06bM0P7oHWMrt8eXJSOcaybo/2uAmE4/Jwj31c3OMa3OtmrpCLYenmko7xlJyP+9EjX5l+lafjrDNarhIGFPNQoJGFsc+xsDf0okAAAzkSURBVDxTVLArUYHbg6ljkjVqk6CAbRIRtlsNFykDdRgdzLLq+ZsI85geaL1CLbGoeuZpWCzlI6qpefXwa30SwgtWw0Xa0R8Yx0C/FW0eU+oKtVyB+lS8fvDu/vjXuy6VqEypKCJSkXpKQZiHtUTQhMMM0RpTuz2IilNTwkgvUfFgNBE17VwUEalIPk8lOjoleA0zj/z04V2JClBjcZUPNWga9uUk1NRzUUSkIsPkJ4kZ1PFQoHmWHmi9Qi21qAA16mY8Jz9l4yCMjs3UtHNRRKRiQVRPT05OfnJvePW7k4++GfghQFSdPFKeE1WVrZtnKXUrUWnFmHt8j2UaZc6loz1oGsKbiurrU/L3zeenw9Of8kOYqFjybP1pls/LEKanD+9BVJMbllJCqOnjGBTCrlbLJao3X9wmh1d/uDe8+PU9dogXlZjK8cqiNT7Regei6idqQFeGSaZ1akCVPd7kp7vVcolq7O9OTk6HF7/9Znj1+9vsMKZ/d0TQT7EVjJBVjAwPtA5DP1Nj5QpbYwFrO2SdBmehZjOr2UX14le3ibf620dUTezAPvP2VPNMc+yUwlqby+qpFIcLBn0B1JiNRPx5kDEVwdenmqfyFpUY+dmuXVjMovU0T0ZRtYY5Sl7WYGpcWnGBuq/VMosqNqbqmXnCphRa09LConmyiaptLUt0esDoR42vxMdQcz43s6hIh/fmL/fefH5tGv1d8x/9zQsypukDhyxaY+qiebBEtTax1nrE0+7U+Gx6AGFIzf3czKIi81Q/vj3EzVOBhfsQ8/ikIosKXnbQyW95qvPFBHZqveFHggmHpOYW1QL8uj+LqpazaI2p6+ZB7f7mYBCWgVIzh+Th1ER8HjVPFWo1XGRZpulNncliFuoMy3YxFXQdQFxeFxM4UWO5zhdj+RMOtxou8mx8MOpqIQtt0m7TQF0a0bGpznnlCVFUs1qDphQirIaLXLtpDH3g3mMqCT0c4/fwDxo1cPFnuZ5qtRQsZnATlXFlYXtRdaAjBIc0ovLv/mKthot8T3vvXfbRtLtdkKHUemmzC/bOF56dd557s1q+zaT95K0WT2532/0JapK77elVCljUeuinAqi5nGuhhovMovIscoB50nV/xgkT7TKxKGpw7rPEVIulgDGD9eTWmOpvngSiWqKmFiqKWi85wlhqF15Urc/SwqJ50EW1Qk3eNxNHTbZQNLULLqrWmBpkHmxRrVIz+6qImAqP2gUQVZpbCanmyRtTkdT1NShHamnts0gNF5uLSp1h2ZGonKnhiErVJgq1tVQUEalYFBXZ7aBsqokRlaH706+i3o2ofKjpqgoRVRJqK6n5RfX05FTZVIMsKsNE8F5E5UdtebXciZr7gnsCq+UT1Yvf/PFU2VSjmqdxKUXW6CCQRGNM3QU1tNTGTi2bqN588dfRPcmbagZ1N03TGL9rToXY18qCVIx9UZMQRc1SV/hYuvLzGunz5E017CMg9wa28bkRSC1fb0dtzNKCOVWn5p6FKESzO2oQsdQaK7Vcohp9Ew3UCcSmGoN5GiArwNesNW4dd0M4p0bUXMPZNrujBhFNbaqpLUVFRn0nJ9eYqBZ20zSzgCBfoKqdx1RQUzujhpu6vaiGacgnb6oxmqcR3YfE1+jAwNBlJzVHuE9UzYQ3pDYDyWq0nnYgKmVTjdE8TdMYGoGp4bcYSwvm1MCaazrWKvZHTbzyodaAcGSXorJC90mNzndWlUi233wrPtVMbS0LqqmRe9Mm7K/DqPlarRFt29hxdPyTnYuqsUGUwcloOKkyNccsVkuwHTX3VJ2yVBD4CQkfdy4qpURNM4CukBWCG0KfBt5cVLLloZ42p8ZTV6xmJTxHI3IrYaKaqwhFRCriu7+m65QWL5VuKpzpTknb1RxgOhhZ70RUC1ZTOK91dOL0RvkmiohUoF2l0Bi8sAi11m++FZ9qpyadzI3L0U4h1R6XaWxWM/TPxk5RHTcxDPN4d1eiAmBT/4Ix+KRJvi5QR32B23hQmedFHfQtg8H1U/TvDLTGEpc21lPNnZ/UNOa2pD0NZa19uqfWNfm/ltvcojuowfuaUTN121k9VS2SRVk8rGbqvefPDElKSVMgUlRiMoEUoJkjQ2Gc2KUFZmfDuTWFZh43UY3f5NSMkUY4YVOqTE2mDUXF20iI1UzSGtSrSFhJdWq4iBOVKIc4yOVyv/kWQ12rqVMVDGoSNb6jO5jqcBCaIl+uATURxM5jImfCQZ6qrkGLqGu9dME/pzlcZdjUqJEWiohUIMxTTZUxdfDGEnuZR23HndTH8ddeoppkNTBxUUkJ8FoQjcKbcEj3xzTFtWVoSEE/p3bkUyWJk9gnOxcVLIlaYuvTUBxSZWFRRYCU2tyWDdQAagnUZzWaC+wsKwOBxVigVmuY0ltQdvefs8VVg3qWlRouogN1qTCC78LTUBxTobBmLchV4CEqqkuR0+T+zCS0HiKqGBZq3GfaxBX1c8ZUS9+OIiIV0TGVsRRtVXVdFW4I1dAk0uIWZ/VhM49VVHVFv9WC/C0kbN04kqh0IQ3Q/VIQ+w3zy3gStolSFBGpWL9KIeyenxWBc5FtzRX6Kv5CnO8nqrpi+VUV+43KiRpGqkZNKuXshMFXRusN80ugqzTUMoqK7KbxfTYN6/cq2MSsJ+s+Xzq3VlPh+bUyUlymVtVDJYk2YojlnWqkJvfnyuiEGJDbjxw8GmgQtXyiortp/O6j3ra89BU1y9TIlgpnF5UeXyimV74oUYOtm7DgUuq4VKvOElMlSDVbDQjKtCAzeipWhooVIiG1bKKadtN4PZumHQbitykq8p94t4wpslDS3L5o+2T6cQrKqRW51uzzhS8nR81LTP5Ytsgw8802dDTm9ljdTeP6bBoampvh2I4mnyXCDsc2Z1umsXCpK+6oph/ZwlPJHhaU2cJZwvn2VGw3jeuzaVre11WSdXyLXIN+Ksg8HagidmhhbUwVmipEcaQm0M6UGFnQa7MQvaq6gwnU2W4at5iKzkvNQRSzRteFDbH0sDVMVBMVSk1wkzW1rajEM2Tk2YQ5lFIaZzpquUQ1TFMKTs+m4UO+oZtNABzXRjUHq6OC8Xu6hu9KjcJ+yzJCkxlTLsaBiMprnkrYoGN+a1NRdaCZz15U0tTW3Z89i4o7V9FGU1LLKCorADNlPaYSymKG6arNag60cynC3YGo1p4ho8XnYt7qAoiq1axTcQ9VcWflOvrDMc9MrarmSEruCdORcKS2+AwZKY6SjhV+A0URkYo4URlv6CamP4Xf3qLm1AA3Dwknai63LAPyEWVQHC4mNVykuD3jbAV22KDm9PhpP6JyyEKKRKFrldoJHjVcBItqaYOMWvDMNQep7UxUrs+QyT28wUXgbpq9PQ0FoFDbHGGiar2aRtY2Z6O2A0+1Y2q4yHnL6yzm2ZbEeaWGiyKqQg0duM/7s14TE3uyV8Z5f+6wqQWhiCrnuZl/rogKL+O8P3fY1IJQRJXz3Mw/dxiiKigYiqgKEqCIqgAdRVQF6CiiKkAHjqis1x1bTzY9mlKDfNJqxvHcCjUU4IjKuj/edrLx0ZQapJPWM47nVqihAEVU9v3xtpONj6ZUIZ+0mnE8t0INBxiisuyPXzpZezSlCfJJaxnHcyvUkIAhqoX98baTjY+mVCGftJZxPLdCDQkIolraH287mUJ9NKUR4qSgNufDrVDDAoKolvbH206mr9VHUxohTgqKDny4FWpYwJtSMO6Pt51sfDSlCvmk9YzjuRVqKNhwnkp7NKUG+aSMk0GFWhTKjHoBOoqoCtBRRFWAjiKqAnQUURWgo4iqAB0XUlTPv3dTT3x945PXN44IPnHM5uU/GLIpKKKacfbOqKv3xxfPnFX17O0nmLQOBkVUDMTtTKKa/rpgdG6ovA4FF1ZUzy+PHd2onpdXjy796ftfDmej1wGiIj3hW1+K4/Pv/xN9y77+p8tTJ1lclREXVVQvr46iOHvry5dX3x919daXTEm0+6PyemcgOuPH55ffAV+/PJ5xRjRm7EcLLqqo/uPJdHxGtEHF9cnklo6oZ6LJYxo/Pr8MOjr6huqJfqtAxUUVFYnHj44u3SS93ti5cVERT/Xy6ttPzqi6jt7nR8kl0Tf0j3v4daFwUUX18uqlm+RoEBVxU2csWOLHIiofXFRR0RD72aWp+3v2liqq8RN6Jj9aRFW6PyMurKiIo7p86SYP1Ic7IlAnf1/fGEU3nsOPFlGVQN2Iiyqq4c4YUf3L6GjIlMI/k9CcjvmmCGqYYvZLN8VR6uxmPZ2VKQUTLqSoVBBBuay5PP/v8vsy+WnGRRcV6QbpZBRZplk9WQnLy9ynGRddVAOZNKBycnA7/+dL6W1ZULbgwouqAB9FVAXoKKIqQEcRVQE6iqgK0FFEVYCOIqoCdPx/p7USQerwH0UAAAAASUVORK5CYII=" 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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuYXVzX3Byb2R1Y3Rpb24gJT4lXG4gIG1vZGVsKFNUTChCZWVyIH4gc2Vhc29uKHdpbmRvdyA9IFxccGVyaW9kaWNcXCkpKSAlPiUgXG5jb21wb25lbnRzKCkgJT4lIFxuICBhdXRvcGxvdCgpXG5gYGBcbmBgYCJ9 -->

```r
```r
aus_production %>%
  model(STL(Beer ~ season(window = \periodic\))) %>% 
components() %>% 
  autoplot()


<!-- rnb-source-end -->

<!-- rnb-plot-begin -->

<img 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" />

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We can also get statistics from this package:


<!-- rnb-text-end -->


<!-- rnb-chunk-begin -->


<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuYXVzX3JldGFpbCAlPiVcbiAgZmVhdHVyZXMoVHVybm92ZXIsIGZlYXRfc3RsKVxuYGBgXG5gYGAifQ== -->

```r
```r
aus_retail %>%
  features(Turnover, feat_stl)


<!-- rnb-source-end -->

<!-- rnb-frame-begin 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retailing","3":"0.9936465","4":"0.9522897","5":"9","6":"11","7":"1.095308e-01","8":"1867.970379","9":"832.8077704","10":"0.15469082","11":"0.10123941"},{"1":"Victoria","2":"Clothing, footwear and personal accessory retailing","3":"0.9954359","4":"0.9675845","5":"9","6":"11","7":"2.728553e-01","8":"2982.089071","9":"886.9131587","10":"0.09130379","11":"0.10599648"},{"1":"Victoria","2":"Department stores","3":"0.9868307","4":"0.9841082","5":"9","6":"11","7":"2.948417e-01","8":"1812.590090","9":"-197.9216268","10":"-0.21716812","11":"0.13492582"},{"1":"Victoria","2":"Electrical and electronic goods retailing","3":"0.9936855","4":"0.9558048","5":"9","6":"11","7":"4.035018e-01","8":"2681.461606","9":"141.9756822","10":"0.20788731","11":"0.15183936"},{"1":"Victoria","2":"Food retailing","3":"0.9992186","4":"0.9545917","5":"9","6":"3","7":"2.151681e+00","8":"14712.339375","9":"2682.3311629","10":"-0.12767877","11":"0.27559022"},{"1":"Victoria","2":"Footwear and other personal accessory retailing","3":"0.9916799","4":"0.9456974","5":"9","6":"11","7":"2.897084e-02","8":"1114.094427","9":"54.0090223","10":"0.26533422","11":"0.20634229"},{"1":"Victoria","2":"Furniture, floor coverings, houseware and textile goods retailing","3":"0.9923173","4":"0.8110498","5":"9","6":"11","7":"4.516116e-02","8":"1583.195664","9":"165.0748396","10":"0.24023776","11":"0.14299523"},{"1":"Victoria","2":"Hardware, building and garden supplies retailing","3":"0.9956008","4":"0.9297652","5":"9","6":"4","7":"3.603091e-02","8":"2144.333284","9":"654.3907267","10":"0.24703496","11":"0.13464324"},{"1":"Victoria","2":"Household goods retailing","3":"0.9972767","4":"0.9620412","5":"9","6":"11","7":"1.084910e+00","8":"6408.989490","9":"961.4108227","10":"0.17276835","11":"0.13286614"},{"1":"Victoria","2":"Liquor retailing","3":"0.9968466","4":"0.9697267","5":"9","6":"3","7":"3.905738e-03","8":"1245.986825","9":"410.2088596","10":"0.18072281","11":"0.19408662"},{"1":"Victoria","2":"Newspaper and book 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<br>

<font size="5"> Go to [Model](#workflow) </font> 

### Model

Whenever we try to model a variable or phenomenom, it is said that we are trying to get a simplified version of reality. In fact, it's simpler than that. What we are really trying to do is understand the way a variable or set of variables change, while ignoring or eliminating external "noise".

It is well known to most data scientists that **you cannot use the same data for modelling and testing (or forecasting)**. That's way many people split their data into a training and testing set. However, a true data scientist has to be even stricter on its use of data:

It is recommended that you split your data into three sets:

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**1.** ~ 60% of your data goes to the **training** set. Here, you can visualize it, perform all the model fitting and tweaking you want, over and over again.

**2.** ~ 20% of your data should go to a **query** set. With this query set, you can compare models by hand and visualize the outcomes.

**3.** The ~ 20%  remaining data would conform the **test** set. Once you've compared all your models with the training and/or query sets, you can test your final model. This test can only be performed **ONCE**. This ensures no bias is introduced in the model and it remains a true forecast.

</div>

<br>

We will go through many different models aimed to provide forecasts for different situations.




The family of models we will be studying throughout the course are the following:

1. Time series linear models (TSLM).
2. Decomposition models.
3. Exponential smoothing (ETS).
4. ARIMA.
5. Dynamic regression models.
6. Introduction to `tidymodels`.

There are many ways to train models in **R**. As we said before, we will be using primarily two packages for this:

![](../images/fable.png){width=15%}

* Whitin the `tidyverts`, we will use the [`fable`](https://fable.tidyverts.org/) package, which has many univariate and multivariate time series forecasting models. The way to fit one or more models in the `fable` package is by specifying them in the `model()` function.[@Hyndman2019]


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```r
```r
fit <- aus_retail %>%
  filter(
    State %in% c(\New South Wales\, \Victoria\),
    Industry == \Department stores\
  ) %>% 
  model(
    ets = ETS(box_cox(Turnover, 0.3)),
    arima = ARIMA(log(Turnover)),
    snaive = SNAIVE(Turnover)
  )


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```r
```r
fit

# A mable: 2 x 5
# Key:     State, Industry [2]
#   State           Industry          ets          arima                   snaive 
#   <chr>           <chr>             <model>      <model>                 <model>
# 1 New South Wales Department stores <ETS(A,Ad,A~ <ARIMA(2,1,1)(2,1,1)[1~ <SNAIV~
# 2 Victoria        Department stores <ETS(A,A,A)> <ARIMA(2,1,1)(1,1,2)[1~ <SNAIV~


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{"columns":[{"label":["State"],"name":[1],"type":["chr"],"align":["left"]},{"label":["Industry"],"name":[2],"type":["chr"],"align":["left"]},{"label":["ets"],"name":[3],"type":["list"],"align":["right"]},{"label":["arima"],"name":[4],"type":["list"],"align":["right"]},{"label":["snaive"],"name":[5],"type":["list"],"align":["right"]}],"data":[{"1":"New South Wales","2":"Department stores","3":"<S3: mdl_ts>","4":"<S3: mdl_ts>","5":"<S3: mdl_ts>"},{"1":"Victoria","2":"Department stores","3":"<S3: mdl_ts>","4":"<S3: mdl_ts>","5":"<S3: mdl_ts>"}],"options":{"columns":{"min":{},"max":[10],"total":[5]},"rows":{"min":[10],"max":[10],"total":[2]},"pages":{}}}
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<!-- rnb-text-begin -->


This produces a `mable` (a model table), where every cell is a fitted model.

Using the `report()` function, you can get a detailed view of a particular model.


<!-- rnb-text-end -->


<!-- rnb-chunk-begin -->


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```r
```r
fit %>% 
  filter(State == \Victoria\) %>% 
  select(State,Industry,arima) %>% 
  report()


<!-- rnb-source-end -->

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Series: Turnover Model: ARIMA(2,1,1)(1,1,2)[12] Transformation: log(.x)

Coefficients: ar1 ar2 ma1 sar1 sma1 sma2 -0.2700 -0.1007 -0.7738 0.2676 -0.8690 0.0254 s.e. 0.0612 0.0588 0.0410 0.2378 0.2423 0.1818

sigma^2 estimated as 0.002547: log likelihood=668.31 AIC=-1322.62 AICc=-1322.36 BIC=-1294.21




<!-- rnb-output-end -->

<!-- rnb-chunk-end -->


<!-- rnb-text-begin -->



You could use the `tidy()` function to retrieve each model's terms, estimates and statistics in a tidy way.


<!-- rnb-text-end -->


<!-- rnb-chunk-begin -->


<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxudGlkeShmaXQpXG5gYGBcbmBgYCJ9 -->

```r
```r
tidy(fit)


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```r
```r
fit %>%
  filter(State == \Victoria\) %>% 
  select(State,Industry,arima) %>%
  gg_tsresiduals() + ggtitle(\Residual Diagnostics for the ARIMA model fitted to Victoria\)


<!-- rnb-source-end -->

<!-- rnb-plot-begin -->

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" />

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With the `glance()` function we can get further information for every model fitted.


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```r
```r
glance(fit)


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<br>

<font size="5"> Go to [Forecasting](#workflow) </font> 

## 4. Forecasting {#focst}

![](../images/fable.PNG){width=15%}

Once we have trained one or more models that have a proper fit to our training data, we can now go ahead and produce forecasts. Using `fable` is as simple as running the `forecast()` function to our `mable`. It's also quite easy to get plots from it:


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```r
```r
fcst <- fit %>% 
  forecast(h = \2 years\) 
fcst

fcst %>% 
  autoplot(filter(aus_retail, year(Month) > 2010), level = NULL) + 
  ggtitle(\Forecast comparison across models and time series\)


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" />

<!-- rnb-plot-end -->

<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuZmNzdCAlPiUgXG4gIGZpbHRlcigubW9kZWwgPT1cXGV0c1xcKSAlPiUgXG4gIGF1dG9wbG90KGZpbHRlcihhdXNfcmV0YWlsLCB5ZWFyKE1vbnRoKSA+IDIwMTApKSArIFxuICBnZ3RpdGxlKFxcRm9yZWNhc3QgKHdpdGggcHJlZGljdGlvbiBpbnRlcnZhbHMpIGZvciB0aGUgRVRTIG1vZGVsXFwpXG5gYGBcbmBgYCJ9 -->

```r
```r
fcst %>% 
  filter(.model ==\ets\) %>% 
  autoplot(filter(aus_retail, year(Month) > 2010)) + 
  ggtitle(\Forecast (with prediction intervals) for the ETS model\)


<!-- rnb-source-end -->

<!-- rnb-plot-begin -->

<img 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" />

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## 5. Communicate

The last step of the workflow is to communicate your findings. This can be done in many different ways, depending on your target audience:

![](../images/shiny.png){width=15%}

* If you want to present results to your company and produce a reproducible tool that can be use in production, you could make a [`Shiny`](https://shiny.rstudio.com/) app.

![](../images/rmarkdown.png){width=15%}

[`R Markdown`](https://rmarkdown.rstudio.com/) documents (just as the one you're reading right now) are a way to make data science reports that join code, outputs and narrative. Given that it's based on markdown, you can write $\LaTeX$ equations, and so on.

$$
\int_{0}^{\infty} e^{-s \cdot t} f(t) d t=\lim _{h \rightarrow \infty} \int_{0}^{h} e^{-s, t} f(t) d t
$$

* If you want to publish your findings for the scientific community, you could write a paper.

* You could also publish it online for anyone to access it.


## Programming

In practice, you could automate the forecasting workflow by defining functions and iterations. The complete code that generates our analysis, from importing data, all the way to communicating your findings is a **program**.

![](../images/purrr.png){width=15%}

The [`purrr`](https://purrr.tidyverse.org/) package is an upgrade to R's functional programming toolkit.

![](../images/pipe.png){width=15%}

If you're familiar with base **R** programming, you might have wondered about the ` %>% ` operator used in some of the examples above. ` %>% ` is called the **pipe operator**. It's purpose is a tool to help you express a sequence of functions or operations in a more elegant and understandable way, and when reading code, you could translate ` %>% ` to "then".

For example, if you have and Excel background, you might have had cases where your nested formulas where quite a challenge to understand in the long run, for example:

=SI.ERROR(INDICE(Costos[Costo],COINCIDIR(“Supplies - Imaging”&(???),Costos[Group]&Costos[Model],0))*[@[Unidades de imagen totales]],"")


The same thing could happen in **R**. For example:


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```r
fit <- model(filter(aus_retail,State %in% c("New South Wales", "Victoria"), Industry == "Department stores"),ets = ETS(box_cox(Turnover, 0.3)), arima = ARIMA(log(Turnover)), snaive = SNAIVE(Turnover))
fit

It becomes very complicated to understand what the code is doing and in which order. As a matter of fact, this gives exactly the same result as the code we used in the Model section.

fit <- aus_retail %>%
  filter(
    State %in% c("New South Wales", "Victoria"),
    Industry == "Department stores"
  ) %>% 
  model(
    ets = ETS(box_cox(Turnover, 0.3)),
    arima = ARIMA(log(Turnover)),
    snaive = SNAIVE(Turnover)
  )

Reading it with the pipe operator, would be like:

Define a variable called “fit”.
Take the “aus_retail” data; then
filter it, so that we keep only the states “New South Wales” and “Victoria” and the industry is “Department stores”; then
Fit the three models: ETS, ARIMA and Seasonal Naïve.

It is not the purpose of this course to go in-depth in functional programming or learning to do tidy iterations, but we may do some examples along the way.

Examples

Let’s put in practice what we’ve seen so far with some examples.

A) Forecasting Population

We are tasked with producing forecasts of the rural population as a percentage in Mexico, Brazil and Argentina. We were provided with a dataset downloaded from the World Bank. Let’s import the world_bank_pop.csv file using readr:

1. Import data

```r
pop_train <- pop_tidy %>% 
  filter(year <= 2009)
pop_query <- pop_tidy %>% 
  filter(year > 2009 & year <= 2013)
pop_train_query <- pop_tidy %>% 
  filter(year <= 2013)
# Total population plot
pop_train %>% 
  autoplot(total_pop) + ggtitle(\Total population\) + 
  ylab(\\)


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<img 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/>

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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuIyBSdXJhbCBwb3B1bGF0aW9uXG5wb3BfdHJhaW4gJT4lXG4gIGF1dG9wbG90KHJ1cmFsX3BvcF9wY3QpICsgZ2d0aXRsZShcXFJ1cmFsIHBvcHVsYXRpb24gKCUpXFwpICsgXG4gIHlsYWIoXFxcXClcbmBgYFxuYGBgIn0= -->

```r
```r
# Rural population
pop_train %>%
  autoplot(rural_pop_pct) + ggtitle(\Rural population (%)\) + 
  ylab(\\)


<!-- rnb-source-end -->

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<img 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### 2. Tidy data

We can immediately see that our data isn't tidy:

i) Columns do not represent variables (we need to put the years in rows, not columns with `pivot_longer`).

ii) We must put variables in columns (column indicator) with `pivot_wider()`.

iii) We can discard the variables that won't be needed with `select()` in conjunction with `contains()`.

iv) We will rename the variables with `rename()`.

v) We only have total population and urban population and the variables "country" and "year" are character. We must calculate the rural population as a percentage of the total, with `mutate()`. Here, we will also convert the "country" variable to factor using `as_factor()` and the "year" variable to double using `as.integer()`.

vi) There are many countries that aren't needed, so we need to keep only the ones of interest with `filter()`.

vii) The data is a `tibble` object, we need to convert it to a `tsibble` using `as_tsibble()`.

We can do this all in one step using the ` %>% ` (pipe) operator.


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```r
```r
pop_fit <- pop_train %>% 
  model(`RW w/ drift` = RW(rural_pop_pct ~ drift()),
        `TSLM w/ trend` = TSLM(rural_pop_pct ~ trend()),
        ETS = ETS(rural_pop_pct ~ error(\A\) + trend(\A\) + season(\N\) )
        )
tidy(pop_fit)


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### 3. Understanding the data

With our tidy data, we can proceed with the visualization and EDA. The end result will be the selection of one or more forecasting models.

The `feasts` package provides us with a convenient function `autoplot()` that detects the structure of the `tsibble` and applies a `ggplot` object to the data.

We split our data 

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```r
```r
pop_fcst <- pop_fit %>% 
  forecast(h = \4 years\) 
pop_fcst %>% 
  autoplot(pop_train_query) +
  facet_grid(cols = vars(.model), rows = vars(country), scales = \free_y\) + 
  guides(color = FALSE) +
  ylab(\Rural population (%)\)


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" />

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The total population has an upward trend for Mexico and Brazil, and it seems fairly constant for Russia.

The rural population seems to be decreasing in all cases, with a steeper slope in both american countries.

We will fit three models to each time series:

* A random walk model with drift.
* A simple TSLM.
* An ETS.


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<!-- rnb-source-begin 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 -->

```r
```r
pop_fit2 <- pop_train %>% 
  model(`RW w/ drift` = RW(rural_pop_pct ~ drift()),
        `TSLM w/ trend` = TSLM(rural_pop_pct ~ trend()),
        ETS = ETS(rural_pop_pct ~ error(\A\) + trend(\Ad\) + season(\N\) )
        )
pop_fcst2 <- pop_fit2 %>% 
  forecast(h = \4 years\) 

pop_fcst2 %>% 
  autoplot(pop_train_query) +
  facet_grid(cols = vars(.model), rows = vars(country), scales = \free_y\) + 
  guides(color = FALSE) +
  ylab(\Rural population (%)\)


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<img 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" />

<!-- rnb-plot-end -->

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<!-- rnb-text-begin -->


### 4. Forecasting


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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuYWNjdXJhY3kocG9wX2Zjc3QyLHBvcF90cmFpbl9xdWVyeSkgJT4lIFxuICBhcnJhbmdlKGNvdW50cnksIE1BUEUpXG5gYGBcbmBgYCJ9 -->

```r
```r
accuracy(pop_fcst2,pop_train_query) %>% 
  arrange(country, MAPE)


<!-- rnb-source-end -->

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We see that the models over estimate the decrease in rural population. We change the ETS model slightly and check if we get better results.


<!-- rnb-text-end -->


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```r
```r
pop_train %>% 
  model(ETS = ETS(rural_pop_pct ~ error(\A\) + trend(\Ad\) + season(\N\) )
        ) %>% 
  forecast(h = \12 years\) %>% 
  autoplot(pop_tidy) + 
  geom_vline(xintercept = 2014, linetype =\dashed\, color = \red\) +
  ylab(\Rural population (%)\)


<!-- rnb-source-end -->

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```r
```r
airlines

airports


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```r
```r
flights


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06:00:00"},{"1":"EWR","2":"2013","3":"2","4":"10","5":"7","6":"17.96","7":"8.06","8":"64.65","9":"0","10":"0.00000","11":"NA","12":"0.00","13":"1031.0","14":"10.00","15":"2013-02-10 07:00:00"},{"1":"EWR","2":"2013","3":"2","4":"10","5":"8","6":"23.00","7":"8.06","8":"52.18","9":"330","10":"5.75390","11":"NA","12":"0.00","13":"1031.8","14":"10.00","15":"2013-02-10 08:00:00"},{"1":"EWR","2":"2013","3":"2","4":"10","5":"9","6":"26.06","7":"8.96","8":"47.82","9":"360","10":"3.45234","11":"NA","12":"0.00","13":"1032.2","14":"10.00","15":"2013-02-10 09:00:00"},{"1":"EWR","2":"2013","3":"2","4":"10","5":"10","6":"26.96","7":"8.96","8":"46.08","9":"0","10":"0.00000","11":"NA","12":"0.00","13":"1032.4","14":"10.00","15":"2013-02-10 10:00:00"},{"1":"EWR","2":"2013","3":"2","4":"10","5":"11","6":"28.94","7":"10.04","8":"44.58","9":"200","10":"3.45234","11":"NA","12":"0.00","13":"1031.8","14":"10.00","15":"2013-02-10 11:00:00"},{"1":"EWR","2":"2013","3":"2","4":"10","5":"12","6":"32.00","7":"8.96","8":"37.52","9":"0","10":"0.00000","11":"NA","12":"0.00","13":"1030.4","14":"10.00","15":"2013-02-10 12:00:00"},{"1":"EWR","2":"2013","3":"2","4":"10","5":"13","6":"33.98","7":"12.92","8":"41.33","9":"0","10":"0.00000","11":"NA","12":"0.00","13":"1029.8","14":"10.00","15":"2013-02-10 13:00:00"},{"1":"EWR","2":"2013","3":"2","4":"10","5":"14","6":"35.06","7":"14.00","8":"41.51","9":"210","10":"3.45234","11":"NA","12":"0.00","13":"1029.6","14":"10.00","15":"2013-02-10 14:00:00"},{"1":"EWR","2":"2013","3":"2","4":"10","5":"15","6":"33.98","7":"10.04","8":"36.37","9":"190","10":"5.75390","11":"NA","12":"0.00","13":"1029.0","14":"10.00","15":"2013-02-10 15:00:00"},{"1":"EWR","2":"2013","3":"2","4":"10","5":"16","6":"33.98","7":"10.94","8":"37.86","9":"190","10":"4.60312","11":"NA","12":"0.00","13":"1028.7","14":"10.00","15":"2013-02-10 16:00:00"},{"1":"EWR","2":"2013","3":"2","4":"10","5":"17","6":"33.98","7":"15.08","8":"45.43","9":"160","10":"3.45234","11":"NA","12":"0.00","13":"1029.1","14":"10.00","15":"2013-02-10 17:00:00"},{"1":"EWR","2":"2013","3":"2","4":"10","5":"18","6":"32.00","7":"17.96","8":"55.72","9":"170","10":"4.60312","11":"NA","12":"0.00","13":"1029.0","14":"10.00","15":"2013-02-10 18:00:00"},{"1":"EWR","2":"2013","3":"2","4":"10","5":"19","6":"32.00","7":"19.04","8":"58.37","9":"150","10":"5.75390","11":"NA","12":"0.00","13":"1028.9","14":"10.00","15":"2013-02-10 19:00:00"},{"1":"EWR","2":"2013","3":"2","4":"10","5":"20","6":"32.00","7":"19.94","8":"60.66","9":"0","10":"0.00000","11":"NA","12":"0.00","13":"1028.5","14":"10.00","15":"2013-02-10 20:00:00"},{"1":"EWR","2":"2013","3":"2","4":"10","5":"21","6":"30.92","7":"21.02","8":"66.34","9":"160","10":"3.45234","11":"NA","12":"0.00","13":"1028.2","14":"10.00","15":"2013-02-10 21:00:00"},{"1":"EWR","2":"2013","3":"2","4":"10","5":"22","6":"30.92","7":"21.02","8":"66.34","9":"180","10":"4.60312","11":"NA","12":"0.00","13":"1027.4","14":"10.00","15":"2013-02-10 22:00:00"},{"1":"EWR","2":"2013","3":"2","4":"10","5":"23","6":"32.00","7":"21.92","8":"65.97","9":"170","10":"3.45234","11":"NA","12":"0.00","13":"1027.3","14":"10.00","15":"2013-02-10 23:00:00"},{"1":"EWR","2":"2013","3":"2","4":"11","5":"0","6":"30.92","7":"21.92","8":"68.92","9":"0","10":"0.00000","11":"NA","12":"0.00","13":"1026.5","14":"10.00","15":"2013-02-11 00:00:00"},{"1":"EWR","2":"2013","3":"2","4":"11","5":"1","6":"30.92","7":"21.02","8":"66.34","9":"0","10":"0.00000","11":"NA","12":"0.00","13":"1026.0","14":"10.00","15":"2013-02-11 01:00:00"},{"1":"EWR","2":"2013","3":"2","4":"11","5":"2","6":"32.00","7":"23.00","8":"69.04","9":"0","10":"0.00000","11":"NA","12":"0.00","13":"1024.8","14":"10.00","15":"2013-02-11 02:00:00"},{"1":"EWR","2":"2013","3":"2","4":"11","5":"3","6":"33.08","7":"26.06","8":"75.11","9":"0","10":"0.00000","11":"NA","12":"0.00","13":"1023.5","14":"9.00","15":"2013-02-11 03:00:00"},{"1":"EWR","2":"2013","3":"2","4":"11","5":"4","6":"32.00","7":"26.96","8":"81.42","9":"20","10":"3.45234","11":"NA","12":"0.00","13":"1022.2","14":"10.00","15":"2013-02-11 04:00:00"},{"1":"EWR","2":"2013","3":"2","4":"11","5":"5","6":"33.98","7":"28.94","8":"81.57","9":"20","10":"3.45234","11":"NA","12":"0.01","13":"1021.1","14":"8.00","15":"2013-02-11 05:00:00"},{"1":"EWR","2":"2013","3":"2","4":"11","5":"6","6":"35.60","7":"33.80","8":"93.08","9":"0","10":"0.00000","11":"NA","12":"0.06","13":"NA","14":"4.00","15":"2013-02-11 06:00:00"},{"1":"EWR","2":"2013","3":"2","4":"11","5":"7","6":"37.40","7":"37.40","8":"100.00","9":"30","10":"3.45234","11":"NA","12":"0.07","13":"NA","14":"3.00","15":"2013-02-11 07:00:00"},{"1":"EWR","2":"2013","3":"2","4":"11","5":"8","6":"37.94","7":"37.40","8":"100.00","9":"360","10":"8.05546","11":"NA","12":"0.17","13":"NA","14":"2.00","15":"2013-02-11 08:00:00"},{"1":"EWR","2":"2013","3":"2","4":"11","5":"9","6":"35.96","7":"35.96","8":"100.00","9":"20","10":"6.90468","11":"NA","12":"0.07","13":"NA","14":"1.00","15":"2013-02-11 09:00:00"},{"1":"EWR","2":"2013","3":"2","4":"11","5":"10","6":"35.96","7":"35.96","8":"100.00","9":"30","10":"5.75390","11":"NA","12":"0.02","13":"1014.5","14":"0.50","15":"2013-02-11 10:00:00"},{"1":"EWR","2":"2013","3":"2","4":"11","5":"11","6":"37.04","7":"35.96","8":"95.82","9":"360","10":"3.45234","11":"NA","12":"0.01","13":"1013.4","14":"0.50","15":"2013-02-11 11:00:00"},{"1":"EWR","2":"2013","3":"2","4":"11","5":"12","6":"39.02","7":"39.02","8":"100.00","9":"0","10":"0.00000","11":"NA","12":"0.01","13":"1011.2","14":"0.50","15":"2013-02-11 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17:00:00"}],"options":{"columns":{"min":{},"max":[10],"total":[15]},"rows":{"min":[10],"max":[10],"total":[26115]},"pages":{}}}
  </script>
</div>

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It seems now that we have a better accuracy on our forecast, especially with the ETS model. We will proceed then and make our complete forecast with this ETS model.


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```r
pop_train %>% 
  model(ETS = ETS(rural_pop_pct ~ error("A") + trend("Ad") + season("N") )
        ) %>% 
  forecast(h = "12 years") %>% 
  autoplot(pop_tidy) + 
  geom_vline(xintercept = 2014, linetype ="dashed", color = "red") +
  ylab("Rural population (%)")

B) 2013 NYC Flights

The nycflights13 package contains all the flights that departed from one of NYC’s airports on 2013.

It contains several tibbles:

airlines
airports
flights
planes
weather

We can get a sneak peak at them by calling them.

airlines
airports
flights
planes
weather

References

---
title: "R & **`tidyverse`** - 101"
subtitle: "Time Series Analysis"
author: "Pablo Benavides-Herrera"
date: 2020-05-20
output: 
  html_notebook:
    toc: TRUE
    toc_float: TRUE
    theme: darkly
    highlight: tango
bibliography: ../st_references.bib
---

```{css CSS styles, echo=FALSE}
code {
  background-color: rgba(105, 105, 105,0.5);
}
h1 {
  color: aquamarine !important
}
h2 {
  color: deepskyblue !important
}
h3 {
  color: tomato !important
}
```





![](../images/r_tidyverse.jpg)

# Prerequisites

For this course, you will need to download R and RStudio. One way to get R is to go to [CRAN](https://cloud.r-project.org/) (the **C**omprehensive **R** archive **N**etwork).

![](../images/RStudio.png){width=15%}

RStudio is the IDE (integrated development environment) we'll be using. You can download it from http://www.rstudio.com/download. 

We will also use the `patchwork` package to easily arrange many plots into one single figure.

# What is the tidyverse? {#tidyverse}

"The [`tidyverse`](https://www.tidyverse.org/) is an opinionated collection of R packages designed for data science. All packages share an underlying design philosophy, grammar, and data structures."

These packages help you import, tidy and understand data, to finally be able to communicate your findings in an easy way.

You can install the core packages from the `tidyverse` by simply typing `install.packages("tidyverse")` in the console.

```{r install tidyverse, eval=FALSE}
# You only need to install a package once per device
install.packages("tidyverse")
```

The core `tidyverse` packages (`ggplot2`, `tibble`, `tidyr`, `readr`, `dplyr`, `stringr`, `forcats`, `purrr`) can be loaded then with the `library()` function.

There are many other packages that comply with the `tidyverse` data structure and practices that have to be installed and loaded independently. Some of those that we'll be using throughout the course are `tidymodels` and a tidy ecosystem called [`tidyverts`](https://tidyverts.org/), specifically designed to provide tidy tools for time series analysis, which comprises of three main packages: `tsibble`, `feasts` and `fable`.

```{r pkgs}
library(tidyverse)
library(lubridate)
library(tsibble)
library(feasts)
library(fable)
library(patchwork)
library(tsibbledata)
library(nycflights13)
```



![](../images/tidyverse.png)
So, how does each of these packages help us tackle our data science problems?

# Data science workflow {#workflow .tabset .tabset-fade}

We can say that a data science workflow (aimed at forecasting) comprises the following general steps:

## 1. Import data {.tabset .tabset-pills}

Data can be imported into R in many ways. The easiest way is importing files, such as .csv, .txt or MS Excel files. However, you can also import files from other statistical softwares or even connect RStudio to a database, such as SQL.

### File importing

We have available different tidyverse-friendly packages to import specific files in your device. Usually, the object which the data gets imported to is a [`tibble`](https://tibble.tidyverse.org/).

![](../images/tibble.png){width=15%}

`Tibbles` are the new `data.frame`, that have many advantages over their predecessor, such as a convenient `print()` method that doesn't fill up your console, they don't change variable types or names, among other things. You can learn more about tibbles [here](https://r4ds.had.co.nz/tibbles.html).

![](../images/readr.png){width=15%}

  * The [`readr`](https://readr.tidyverse.org/) package has many functions, like `read_csv()` or `read_delim()`, which allow us to import .csv, .txt, tab separated values, etc. It has functions to export data as well (`write_csv()`, for example).

![](../images/readxl.png){width=15%}
    
  * If your data is stored in Excel files (.xls or .xlsx), you can use the functions from [`readxl`](https://readxl.tidyverse.org/).

![](../images/haven.png){width=15%}    
  * The [`haven`](https://haven.tidyverse.org/) package lets you load data from other statistical packages, such as SPSS, Stata and SAS.
  
### Database connection

As said before, you can also connect your RStudio directly to a database. It's straightforward to do so directly in RStudio's IDE, just follow these simple steps:

1. Go to the "**Connections**" tab and click on **"New Connection"**.

![*Connections tab*](../images/connections.PNG){width=90%}

2. A pop-up window will appear, prompting you to select your desired source.

![*Select the Data Source*](../images/connections popup.PNG){width=60%}

3. Follow the directions on screen and you're good to go. You can always click the "Help" button for assistance. If everything went ok, you should be able to see all the tables contained in that DB.

![*Connecting to an SQL DB*](../images/connection sql.PNG){width=70%}

<br>

## 2. Tidy data {#tidy}

All the `tidyverse` packages rely on having tidy data to work with. But, how can we know if our data is truly tidy? As pointed [here](https://tidyr.tidyverse.org/articles/tidy-data.html), we need to know what **values, variables and observations** are and have them arranged the right way.
  
  * **Values** can be quantitative or qualitative.
    
  * A **variable** is a collection of *values* that measure the same attribute (sales, price, temperature, time).
    
  * An **observation** contains all the values measured from all variables in a single unit (a country, a day, a person, a company).
    
So, now, to consider our data as **tidy** [@Wickham2014], we must ensure that:
    
  i) Every column is one variable (and only one).
    
  ii) Every row is just one observation.
    
  iii) Every cell is a single value.

![](../images/tidyr.png){width=15%}

The [`tidyr`](https://tidyr.tidyverse.org/) package can help us achieve this by:

*   **reshaping** data by pivotting (`pivot_longer()` or `pivot_wider()`),

*   **rectangling**, which can handle nested data (such as JSON files) into tidy tibbles (`unnest_longer()` or `unnest_wider()`), 

*   **filling missing values**, by replacing them (`replace_na()`), dropping such observations (`drop_na()`), or filling with the previous or next values (`fill()`),

* **splitting and combining character columns** (`separate()` and `unite()`), among many other things.

![](../images/tsibble.PNG){width=15%}

The [`tsibble`](https://tsibble.tidyverts.org/) package is the foundation for the `tidyverts`. It provides a data infrastructure (a `tsibble`), which is data- and model-oriented object, where you have:

* An **index**, which is the temporal variable that sets the ordering mechanism.

* A **key**, that is a set of variables that define observational units over time.

This way, every observation is uniquely identified by index and key. Also, if the time series is regularly spaced, every observational unit should be measured with a common **interval**.





## 3. Understand your data {#understand .tabset .tabset-pills}

In order to properly understand our data, we might need to **transform** it, **visualize** it, and then **model** it.


### Data transformation {#data_transformation}

![](../images/dplyr.png){width=15%}

The [`dplyr`](https://dplyr.tidyverse.org/) package contains functions specifically designed to help you transform tidy data. You can add new variables (`mutate()`), choose specific variables (`select()`), pick observations by their values (`filter()`) or by their position or index in the table (`slice()`), sort observations (`arrange`).

You can also group your data (group sales by store: `group_by(data, store)`).

![](../images/stringr.png){width=15%}

Whenever you want to manipulate character variables, the [`stringr`](https://stringr.tidyverse.org/) package is a great way to deal with the matter. Conveniently, all the `stringr` functions start with `str_`. Some of the things you can do with it are:

* **Detect matches**, get the index where the pattern is found, count occurences or locate the position of the pattern within the string (`str_detect()`, ``str_which()`, `str_count()`, `str_locate()`).

* **Subset strings**, by extracting substrings from vectors (`str_sub()`), subsetting a tibble to return only the observations that have the pattern (`str_subset()`), extract the string pattern (`str_extract()`)...

* **Manage lengths** (`str_length()`, `str_pad()`, `str_trunc()`, `str_trim()`),

* **Mutate, join and split** strings, (`str_replace()`, `str_to_lower()`, `str_c()`).

![](../images/forcats.png){width=15%}

Categorical variables, or **Factors**, as they're called in **R** can be manipulated with the [`forcats`](https://forcats.tidyverse.org/) package.

You can have either ordered factors, or unordered factors, and some functions that would help you handle them would be:

* `fct_reorder()`, using another variable to specify the new order.

* `fct_infreq()`, to order ir according to the frequency of values.

* `fct_relevel()`, to manually choose the order.

* `fct_lump()`, to collapse the least values of a factor into "other" category.


![](../images/lubridate.png){width=15%}


Handling date-time variables in R can be challenging with base R. Fortunately, the [`lubridate`](https://lubridate.tidyverse.org/) package is here for you.

For example, if you import an Excel sheet with a date variable on it, it will be parsed as character. You need to convert it to a date (or date-time) variable, in order to make calculations, plots, or anything relevant with it.

There are some very intuitive parsing functions to help you out, such as `ymd()` for dates stored with the order year month date (it can handle many formats such as "YYYY-MM-DD", "YYYY/MM/DD", "YYYY MM DD", etc.), `dmy()` for cases when the day comes first, followed by month and year ("DD-MM-YYYY"). Date-time objects can also be parsed with `ymd_hms()`, `ymd_h()`, `dmy_hm()`, `hms()` just to mention a few. 

<br>

<font size="5"> Proceed to [Visualization](#understand) </font> 


### Visualization {#visualization}

<br>

Base **R** plots and graphs are very basic (sometimes even ugly):

```{r base r plot, echo=TRUE}
plot(data = mpg, hwy ~ displ)
```

![](../images/ggplot2.png){width=15%}

Luckily, the [`ggplot2`](https://ggplot2.tidyverse.org/) package can produce astonishing plots and figures conveniently. It relies on the "Grammar of Graphics", where you:

* provide the data,

* specify how you want to map the variables to aesthetics,

* what type of plot or graph you want to produce

* any other customization you'd like,

and `ggplot2` takes care of it.

```{r basic ggplot, fig.align='center'}
ggplot(mpg, aes(displ, hwy)) + 
  geom_point()
```

So, to generally describe how a `ggplot2` plot works is as follows:

1. Start with a `ggplot()` object, where you specify the data to be used,

2. supply the aesthetic mapping (with `aes()`),

3. add on layers:
    * If you want a scatterplot, use `geom_point()`, histogram `geom_hist()`. Other common plots are `geom_line()`, `geom_bar()`, `geom_boxplot()`.
    * define color scales, such as `scale_color_brewer()` or `scale_color_distiller()`,
    * faceting specifications `facet_wrap()` or `facet_grid()`
    * coordinate systems, such as `coord_cartesian()`, `coord_flip()`

Every element is separated with a plus sign (**+**):

```{r custom ggplot, fig.align='center', fig.width=8}
ggplot(mpg, aes(displ, hwy, colour = class)) +
  geom_point() +
  facet_wrap(~manufacturer)
```

It's important to mention that the aesthetics can be passed inside the `ggplot()` function, or within a graphic primitive. In the former, the aesthetics are the same for all the layers, whereas in the latter, the aesthetics passed to a specific layer only affect that layer.

```{r ggplot aes, warning=FALSE, message=FALSE, fig.align='center'}
ggplot(mpg, aes(displ, hwy)) +
  geom_point(aes(color = class)) +
  geom_smooth()

ggplot(mpg, aes(displ, hwy,color = class)) +
  geom_point() +
  geom_smooth()
```


We could not cover all the different variants that can be achieved with `ggplot2` here, even if we tried.

<br>

<font size="5"> Continue to [Exploratory Data Analysis](#understand) </font> 

### Exploratory Data Analysis {#EDA}

Visually inspecting your data can give you insight to their dynamics, patterns, and historic behavior. However, before going into the modelling phase of the analysis, we must perform the **exploratory data analysis (EDA)**.[@Wickham2016]

EDA involves making hypothesis regarding your data, transform and visually inspect statistical properties of it.

Some of the most important things to note on the EDA process are:

* What type of variation do each variable have?

* What is the covariation between variables?

* Are there outliers present in the data?

* What type of distribution do the variables follow?

Some examples

For categorical variables (factors), we can use a bar chart:
```{r barplot}
ggplot(data = diamonds) +
  geom_bar(mapping = aes(x = cut)) +
  ggtitle("Count of Diamonds by cut quality")
```

For continuous variables, a histogram can be used:

```{r hist}
ggplot(data = diamonds) +
  geom_histogram(mapping = aes(x = carat), binwidth = 0.5) +
  ggtitle("Histogram of carats")
```

If you want to analyze the histogram of multiple variables in one single plot, you can use `geom_freqpoly()` or use facetting:

```{r freqpoly}
ggplot(data = diamonds %>% filter(carat < 3), mapping = aes(x = carat, colour = cut)) +
  geom_freqpoly(binwidth = 0.1)
```

```{r hist + facet}
ggplot(data = diamonds %>% filter(carat < 3), mapping = aes(x = carat, fill = cut)) +
  geom_histogram(binwidth = 0.1) +
  facet_wrap(~ cut) +
  theme(legend.position = "none")
```

Choosing the binwidth of the histogram can tell different stories or can reveal different patterns:

```{r hist binwidth, fig.width=8,fig.height=8}
g <- ggplot(data = diamonds %>% filter(carat < 3), mapping = aes(x = carat))
g0 <- g + geom_histogram(binwidth = 0.5) +
  ggtitle("Binwidth = 0.5")
g1 <- g + geom_histogram(binwidth = 0.1) +
  ggtitle("Binwidth = 0.1")
g2 <- g + geom_histogram(binwidth = 0.01) +
  ggtitle("Binwidth = 0.01")
g3 <- g0/g1/g2
g3 + plot_annotation(title = "Histograms varying the binwidth",
                     subtitle = "Different patterns can arise when selecting different binwidths")
```

Another option is to go with boxplots:

```{r boxplot}
ggplot(data = mpg) +
  geom_boxplot(mapping = aes(x = reorder(class, hwy, FUN = median), y = hwy))+ labs(x = "class", y = "hwy mpg")
```


Again, these are just some examples, but the list of  goes on and on.

![](../images/feasts.PNG){width=15%}

Regarding time series analysis, the [`feasts`](https://feasts.tidyverts.org/) package (**F**eature **E**xtraction and **S**tatistics for **T**ime **S**eries) has many functions that makes it easy for us to get further insight into our time series, We can get many graphs from it, such as:

```{r season plot}
aus_production %>% gg_season(Beer)
```

```{r lag plot}
aus_production %>% filter(year(Quarter) > 1991) %>% gg_lag(Beer)
```

```{r stl decomp}
aus_production %>%
  model(STL(Beer ~ season(window = "periodic"))) %>% 
components() %>% 
  autoplot()
```

We can also get statistics from this package:

```{r stl features}
aus_retail %>%
  features(Turnover, feat_stl)
```




<br>

<font size="5"> Go to [Model](#workflow) </font> 

### Model

Whenever we try to model a variable or phenomenom, it is said that we are trying to get a simplified version of reality. In fact, it's simpler than that. What we are really trying to do is understand the way a variable or set of variables change, while ignoring or eliminating external "noise".

It is well known to most data scientists that **you cannot use the same data for modelling and testing (or forecasting)**. That's way many people split their data into a training and testing set. However, a true data scientist has to be even stricter on its use of data:

It is recommended that you split your data into three sets:

<style>
div.aquamarine { background-color: aquamarine; border-radius: 5px; padding: 20px; color: black}
</style>
<div class = "aquamarine">

**1.** ~ 60% of your data goes to the **training** set. Here, you can visualize it, perform all the model fitting and tweaking you want, over and over again.

**2.** ~ 20% of your data should go to a **query** set. With this query set, you can compare models by hand and visualize the outcomes.

**3.** The ~ 20%  remaining data would conform the **test** set. Once you've compared all your models with the training and/or query sets, you can test your final model. This test can only be performed **ONCE**. This ensures no bias is introduced in the model and it remains a true forecast.

</div>

<br>

We will go through many different models aimed to provide forecasts for different situations.




The family of models we will be studying throughout the course are the following:

1. Time series linear models (TSLM).
2. Decomposition models.
3. Exponential smoothing (ETS).
4. ARIMA.
5. Dynamic regression models.
6. Introduction to `tidymodels`.

There are many ways to train models in **R**. As we said before, we will be using primarily two packages for this:

![](../images/fable.png){width=15%}

* Whitin the `tidyverts`, we will use the [`fable`](https://fable.tidyverts.org/) package, which has many univariate and multivariate time series forecasting models. The way to fit one or more models in the `fable` package is by specifying them in the `model()` function.[@Hyndman2019]

```{r model}
fit <- aus_retail %>%
  filter(
    State %in% c("New South Wales", "Victoria"),
    Industry == "Department stores"
  ) %>% 
  model(
    ets = ETS(box_cox(Turnover, 0.3)),
    arima = ARIMA(log(Turnover)),
    snaive = SNAIVE(Turnover)
  )
fit
# A mable: 2 x 5
# Key:     State, Industry [2]
#   State           Industry          ets          arima                   snaive 
#   <chr>           <chr>             <model>      <model>                 <model>
# 1 New South Wales Department stores <ETS(A,Ad,A~ <ARIMA(2,1,1)(2,1,1)[1~ <SNAIV~
# 2 Victoria        Department stores <ETS(A,A,A)> <ARIMA(2,1,1)(1,1,2)[1~ <SNAIV~
```

This produces a `mable` (a model table), where every cell is a fitted model.

Using the `report()` function, you can get a detailed view of a particular model.

```{r report}
fit %>% 
  filter(State == "Victoria") %>% 
  select(State,Industry,arima) %>% 
  report()
```


You could use the `tidy()` function to retrieve each model's terms, estimates and statistics in a tidy way.

```{r tidy report}
tidy(fit)
```


```{r residuals}
fit %>%
  filter(State == "Victoria") %>% 
  select(State,Industry,arima) %>%
  gg_tsresiduals() + ggtitle("Residual Diagnostics for the ARIMA model fitted to Victoria")
```

With the `glance()` function we can get further information for every model fitted.

```{r model fit}
glance(fit)
```


  
<br>

<font size="5"> Go to [Forecasting](#workflow) </font> 

## 4. Forecasting {#focst}

![](../images/fable.PNG){width=15%}

Once we have trained one or more models that have a proper fit to our training data, we can now go ahead and produce forecasts. Using `fable` is as simple as running the `forecast()` function to our `mable`. It's also quite easy to get plots from it:

```{r forecast, fig.height=8, fig.width=8}
fcst <- fit %>% 
  forecast(h = "2 years") 
fcst
fcst %>% 
  autoplot(filter(aus_retail, year(Month) > 2010), level = NULL) + 
  ggtitle("Forecast comparison across models and time series")
fcst %>% 
  filter(.model =="ets") %>% 
  autoplot(filter(aus_retail, year(Month) > 2010)) + 
  ggtitle("Forecast (with prediction intervals) for the ETS model")
```


## 5. Communicate

The last step of the workflow is to communicate your findings. This can be done in many different ways, depending on your target audience:

![](../images/shiny.png){width=15%}

* If you want to present results to your company and produce a reproducible tool that can be use in production, you could make a [`Shiny`](https://shiny.rstudio.com/) app.

![](../images/rmarkdown.png){width=15%}

[`R Markdown`](https://rmarkdown.rstudio.com/) documents (just as the one you're reading right now) are a way to make data science reports that join code, outputs and narrative. Given that it's based on markdown, you can write $\LaTeX$ equations, and so on.

$$
\int_{0}^{\infty} e^{-s \cdot t} f(t) d t=\lim _{h \rightarrow \infty} \int_{0}^{h} e^{-s, t} f(t) d t
$$

* If you want to publish your findings for the scientific community, you could write a paper.

* You could also publish it online for anyone to access it.


## Programming

In practice, you could automate the forecasting workflow by defining functions and iterations. The complete code that generates our analysis, from importing data, all the way to communicating your findings is a **program**.

![](../images/purrr.png){width=15%}

The [`purrr`](https://purrr.tidyverse.org/) package is an upgrade to R's functional programming toolkit.

![](../images/pipe.png){width=15%}

If you're familiar with base **R** programming, you might have wondered about the ` %>% ` operator used in some of the examples above. ` %>% ` is called the **pipe operator**. It's purpose is a tool to help you express a sequence of functions or operations in a more elegant and understandable way, and when reading code, you could translate ` %>% ` to "then".

For example, if you have and Excel background, you might have had cases where your nested formulas where quite a challenge to understand in the long run, for example:

```
=SI.ERROR(INDICE(Costos[Costo],COINCIDIR("Supplies - Imaging "&[@Modelo],Costos[Group]&Costos[Model],0))*[@[Unidades de imagen totales]],"")
```

The same thing could happen in **R**. For example:

```{r messy code, eval=FALSE}
fit <- model(filter(aus_retail,State %in% c("New South Wales", "Victoria"), Industry == "Department stores"),ets = ETS(box_cox(Turnover, 0.3)), arima = ARIMA(log(Turnover)), snaive = SNAIVE(Turnover))
fit
```

It becomes very complicated to understand what the code is doing and in which order. As a matter of fact, this gives exactly the same result as the code we used in the **Model** section.

```{r, eval=FALSE}
fit <- aus_retail %>%
  filter(
    State %in% c("New South Wales", "Victoria"),
    Industry == "Department stores"
  ) %>% 
  model(
    ets = ETS(box_cox(Turnover, 0.3)),
    arima = ARIMA(log(Turnover)),
    snaive = SNAIVE(Turnover)
  )
```

Reading it with the pipe operator, would be like:

1. Define a variable called "fit".

2. Take the "aus_retail" data; `then`

3. filter it, so that we keep only the states "New South Wales" and "Victoria" and the industry is "Department stores"; `then`

4. Fit the three models: ETS, ARIMA and Seasonal Naïve.

It is not the purpose of this course to go in-depth in functional programming or learning to do tidy iterations, but we may do some examples along the way.

# {-}


<br><br><br><br>

***

# Examples 

Let's put in practice what we've seen so far with some examples.

## A) Forecasting Population

We are tasked with producing forecasts of the rural population as a percentage in Mexico, Brazil and Argentina. We were provided with a dataset downloaded from the World Bank. Let's import the world_bank_pop.csv file using `readr`:

### 1. Import data 

```{r pop data}
pop <- read_csv("./data/world_bank_pop.csv")
# If you don't have the csv file, you can run:
# data(world_bank_pop, package = "tidyr")
# pop <- world_bank_pop
pop
# A tibble: 1,056 x 20
#    country indicator `2000` `2001` `2002` `2003`  `2004`  `2005`   `2006`   `2007`
#    <chr>   <chr>      <dbl>  <dbl>  <dbl>  <dbl>   <dbl>   <dbl>    <dbl>    <dbl>
#  1 ABW     SP.URB.T~ 4.24e4 4.30e4 4.37e4 4.42e4 4.47e+4 4.49e+4  4.49e+4  4.47e+4
#  2 ABW     SP.URB.G~ 1.18e0 1.41e0 1.43e0 1.31e0 9.51e-1 4.91e-1 -1.78e-2 -4.35e-1
#  3 ABW     SP.POP.T~ 9.09e4 9.29e4 9.50e4 9.70e4 9.87e+4 1.00e+5  1.01e+5  1.01e+5
#  4 ABW     SP.POP.G~ 2.06e0 2.23e0 2.23e0 2.11e0 1.76e+0 1.30e+0  7.98e-1  3.84e-1
#  5 AFG     SP.URB.T~ 4.44e6 4.65e6 4.89e6 5.16e6 5.43e+6 5.69e+6  5.93e+6  6.15e+6
#  6 AFG     SP.URB.G~ 3.91e0 4.66e0 5.13e0 5.23e0 5.12e+0 4.77e+0  4.12e+0  3.65e+0
#  7 AFG     SP.POP.T~ 2.01e7 2.10e7 2.20e7 2.31e7 2.41e+7 2.51e+7  2.59e+7  2.66e+7
#  8 AFG     SP.POP.G~ 3.49e0 4.25e0 4.72e0 4.82e0 4.47e+0 3.87e+0  3.23e+0  2.76e+0
#  9 AGO     SP.URB.T~ 8.23e6 8.71e6 9.22e6 9.77e6 1.03e+7 1.09e+7  1.15e+7  1.21e+7
# 10 AGO     SP.URB.G~ 5.44e0 5.59e0 5.70e0 5.76e0 5.75e+0 5.69e+0  4.92e+0  4.89e+0
# ... with 1,046 more rows, and 10 more variables: `2008` <dbl>, `2009` <dbl>,
#   `2010` <dbl>, `2011` <dbl>, `2012` <dbl>, `2013` <dbl>, `2014` <dbl>,
#   `2015` <dbl>, `2016` <dbl>, `2017` <dbl>
```

### 2. Tidy data

We can immediately see that our data isn't tidy:

i) Columns do not represent variables (we need to put the years in rows, not columns with `pivot_longer`).

ii) We must put variables in columns (column indicator) with `pivot_wider()`.

iii) We can discard the variables that won't be needed with `select()` in conjunction with `contains()`.

iv) We will rename the variables with `rename()`.

v) We only have total population and urban population and the variables "country" and "year" are character. We must calculate the rural population as a percentage of the total, with `mutate()`. Here, we will also convert the "country" variable to factor using `as_factor()` and the "year" variable to double using `as.integer()`.

vi) There are many countries that aren't needed, so we need to keep only the ones of interest with `filter()`.

vii) The data is a `tibble` object, we need to convert it to a `tsibble` using `as_tsibble()`.

We can do this all in one step using the ` %>% ` (pipe) operator.

```{r pop tidy}
pop_tidy <- pop %>% 
  # i)
  pivot_longer(cols = -c(country, indicator),
               names_to = "year", values_to = "value") %>%
  # ii)
  pivot_wider(names_from = indicator,
              values_from = value) %>% 
  # iii)
  select(country,year,contains("TOTL")) %>% 
  # iv)
  rename(urban_pop = SP.URB.TOTL,total_pop = SP.POP.TOTL) %>% 
  #v)
  mutate(rural_pop_pct = (1 - urban_pop / total_pop)*100,
         country = as_factor(country),
         year = as.integer(year)
         ) %>% 
  # vi)
  filter(country %in% c("MEX","BRA","ARG")) %>% 
  #vii)
  as_tsibble(key = country, index = year)

pop_tidy
# A tsibble: 54 x 5 [1Y]
# Key:       country [3]
#    country  year urban_pop total_pop rural_pop_pct
#    <fct>   <int>     <dbl>     <dbl>         <dbl>
#  1 BRA      2000 142319498 175287587          18.8
#  2 BRA      2001 144961004 177750670          18.4
#  3 BRA      2002 147507656 180151021          18.1
#  4 BRA      2003 150005801 182482149          17.8
#  5 BRA      2004 152448023 184738458          17.5
#  6 BRA      2005 154831127 186917361          17.2
#  7 BRA      2006 157150590 189012412          16.9
#  8 BRA      2007 159407908 191026637          16.6
#  9 BRA      2008 161618007 192979029          16.3
# 10 BRA      2009 163798391 194895996          16.0
# ... with 44 more rows
```

### 3. Understanding the data

With our tidy data, we can proceed with the visualization and EDA. The end result will be the selection of one or more forecasting models.

The `feasts` package provides us with a convenient function `autoplot()` that detects the structure of the `tsibble` and applies a `ggplot` object to the data.

We split our data 
```{r pop plot}
pop_train <- pop_tidy %>% 
  filter(year <= 2009)
pop_query <- pop_tidy %>% 
  filter(year > 2009 & year <= 2013)
pop_train_query <- pop_tidy %>% 
  filter(year <= 2013)
# Total population plot
pop_train %>% 
  autoplot(total_pop) + ggtitle("Total population") + 
  ylab("")
# Rural population
pop_train %>%
  autoplot(rural_pop_pct) + ggtitle("Rural population (%)") + 
  ylab("")
```

The total population has an upward trend for Mexico and Brazil, and it seems fairly constant for Russia.

The rural population seems to be decreasing in all cases, with a steeper slope in both american countries.

We will fit three models to each time series:

* A random walk model with drift.
* A simple TSLM.
* An ETS.

```{r pop model}
pop_fit <- pop_train %>% 
  model(`RW w/ drift` = RW(rural_pop_pct ~ drift()),
        `TSLM w/ trend` = TSLM(rural_pop_pct ~ trend()),
        ETS = ETS(rural_pop_pct ~ error("A") + trend("A") + season("N") )
        )
tidy(pop_fit)
```

### 4. Forecasting

```{r pop fcst, fig.width=10, fig.height=8}
pop_fcst <- pop_fit %>% 
  forecast(h = "4 years") 
pop_fcst %>% 
  autoplot(pop_train_query) +
  facet_grid(cols = vars(.model), rows = vars(country), scales = "free_y") + 
  guides(color = FALSE) +
  ylab("Rural population (%)")
```

We see that the models over estimate the decrease in rural population. We change the ETS model slightly and check if we get better results.

```{r, fig.width=10, fig.height=8}
pop_fit2 <- pop_train %>% 
  model(`RW w/ drift` = RW(rural_pop_pct ~ drift()),
        `TSLM w/ trend` = TSLM(rural_pop_pct ~ trend()),
        ETS = ETS(rural_pop_pct ~ error("A") + trend("Ad") + season("N") )
        )
pop_fcst2 <- pop_fit2 %>% 
  forecast(h = "4 years") 

pop_fcst2 %>% 
  autoplot(pop_train_query) +
  facet_grid(cols = vars(.model), rows = vars(country), scales = "free_y") + 
  guides(color = FALSE) +
  ylab("Rural population (%)")
```

```{r}
accuracy(pop_fcst2,pop_train_query) %>% 
  arrange(country, MAPE)
```

It seems now that we have a better accuracy on our forecast, especially with the ETS model. We will proceed then and make our complete forecast with this ETS model.

```{r, fig.width=6, fig.height=8}
pop_train %>% 
  model(ETS = ETS(rural_pop_pct ~ error("A") + trend("Ad") + season("N") )
        ) %>% 
  forecast(h = "12 years") %>% 
  autoplot(pop_tidy) + 
  geom_vline(xintercept = 2014, linetype ="dashed", color = "red") +
  ylab("Rural population (%)") 
```

## B) 2013 NYC Flights

The `nycflights13` package contains all the flights that departed from one of NYC's airports on 2013.

It contains several `tibbles`:

* airlines

* airports

* flights

* planes

* weather

We can get a sneak peak at them by calling them.

```{r}
airlines
airports
flights
planes
weather
```


***
# References



R & `tidyverse` - 101

Time Series Analysis

Pablo Benavides-Herrera

2020-05-20

Prerequisites

What is the tidyverse?

Examples

A) Forecasting Population

1. Import data

B) 2013 NYC Flights

References

R & tidyverse - 101

Time Series Analysis

Pablo Benavides-Herrera

2020-05-20

Prerequisites

What is the tidyverse?

Examples

A) Forecasting Population

1. Import data

B) 2013 NYC Flights

References

R & `tidyverse` - 101